Emg Signals Characterization In Three States Of Contraction By Fuzzy Network And Feature Extraction

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EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction

Author : Bita Mokhlesabadifarahani
Publisher :
ISBN 13 : 9789812873217
Total Pages : pages
Book Rating : 4.8/5 (732 download)

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Book Synopsis EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction by : Bita Mokhlesabadifarahani

Download or read book EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction written by Bita Mokhlesabadifarahani and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Neuro-muscular and musculoskeletal disorders and injuries highly affect the life style and the motion abilities of an individual. This brief highlights a systematic method for detection of the level of muscle power declining in musculoskeletal and Neuro-muscular disorders. The neuro-fuzzy system is trained with 70 percent of the recorded Electromyography (EMG) cut off window and then used for classification and modeling purposes. The neuro-fuzzy classifier is validated in comparison to some other well-known classifiers in classification of the recorded EMG signals with the three states of contractions corresponding to the extracted features. Different structures of the neuro-fuzzy classifier are also comparatively analyzed to find the optimum structure of the classifier used.

EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction

Author : Bita Mokhlesabadifarahani
Publisher : Springer
ISBN 13 : 9812873201
Total Pages : 43 pages
Book Rating : 4.8/5 (128 download)

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Book Synopsis EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction by : Bita Mokhlesabadifarahani

Download or read book EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction written by Bita Mokhlesabadifarahani and published by Springer. This book was released on 2015-02-10 with total page 43 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neuro-muscular and musculoskeletal disorders and injuries highly affect the life style and the motion abilities of an individual. This brief highlights a systematic method for detection of the level of muscle power declining in musculoskeletal and Neuro-muscular disorders. The neuro-fuzzy system is trained with 70 percent of the recorded Electromyography (EMG) cut off window and then used for classification and modeling purposes. The neuro-fuzzy classifier is validated in comparison to some other well-known classifiers in classification of the recorded EMG signals with the three states of contractions corresponding to the extracted features. Different structures of the neuro-fuzzy classifier are also comparatively analyzed to find the optimum structure of the classifier used.

Computer-aided Design and Diagnosis Methods for Biomedical Applications

Author : Varun Bajaj
Publisher : CRC Press
ISBN 13 : 1000374289
Total Pages : 392 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Computer-aided Design and Diagnosis Methods for Biomedical Applications by : Varun Bajaj

Download or read book Computer-aided Design and Diagnosis Methods for Biomedical Applications written by Varun Bajaj and published by CRC Press. This book was released on 2021-04-28 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer-aided design (CAD) plays a key role in improving biomedical systems for various applications. It also helps in the detection, identification, predication, analysis, and classification of diseases, in the management of chronic conditions, and in the delivery of health services. This book discusses the uses of CAD to solve real-world problems and challenges in biomedical systems with the help of appropriate case studies and research simulation results. Aiming to overcome the gap between CAD and biomedical science, it describes behaviors, concepts, fundamentals, principles, case studies, and future directions for research, including the automatic identification of related disorders using CAD. Features: Proposes CAD for the study of biomedical signals to understand physiology and to improve healthcare systems’ ability to diagnose and identify health disorders. Presents concepts of CAD for biomedical modalities in different disorders. Discusses design and simulation examples, issues, and challenges. Illustrates bio-potential signals and their appropriate use in studying different disorders. Includes case studies, practical examples, and research directions. Computer-Aided Design and Diagnosis Methods for Biometrical Applications is aimed at researchers, graduate students in biomedical engineering, image processing, biomedical technology, medical imaging, and health informatics.

Multifractal Characterization of Electromyogram Signals

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Author : Tina Ehtiati
Publisher :
ISBN 13 :
Total Pages : 294 pages
Book Rating : 4.:/5 (184 download)

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Book Synopsis Multifractal Characterization of Electromyogram Signals by : Tina Ehtiati

Download or read book Multifractal Characterization of Electromyogram Signals written by Tina Ehtiati and published by . This book was released on 1999 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Proceedings of the International Conference on Cognitive and Intelligent Computing

Author : Amit Kumar
Publisher : Springer Nature
ISBN 13 : 9811923507
Total Pages : 899 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Proceedings of the International Conference on Cognitive and Intelligent Computing by : Amit Kumar

Download or read book Proceedings of the International Conference on Cognitive and Intelligent Computing written by Amit Kumar and published by Springer Nature. This book was released on 2022-10-31 with total page 899 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents original, peer-reviewed select articles from the International Conference on Cognitive & Intelligent Computing (ICCIC – 2021), held on December 11–12, 2021, at Hyderabad, India. The proceedings has cutting edge Research outcome related to Machine learning in control applications, Soft computing, Pattern Recognition, Decision Support Systems, Text analytics and NLP, Statistical Learning, Neural Network Learning, Learning Through Fuzzy Logic, Learning Through Evolution (Evolutionary Algorithms), Reinforcement Learning, Multi-Strategy Learning, Cooperative Learning, Planning And Learning, Multi-Agent Learning, Online And Incremental Learning, Scalability Of Learning Algorithms, Inductive Learning, Inductive Logic Programming, Bayesian Networks, Support Vector Machines, Case-Based Reasoning, Multi-Agent Systems, Human–Computer Interaction, Data Mining and Knowledge Discovery, Knowledge Management and Networks, Data Intensive Computing Architecture, Medicine, Health, Bioinformatics, and Systems Biology, Industrial and Engineering Applications, Security Applications, Smart Cities, Game Playing and Problem Solving, Intelligent Virtual Environments, Economics, Business, And Forecasting Applications. Articles in the book are carefully selected on the basis of their application orientation. The content is expected to be especially useful for Professionals, Researchers, Research students working in the area of cognitive and intelligent computing.

Proceedings of the 4th International Conference on Data Science, Machine Learning and Applications

Author : Amit Kumar
Publisher : Springer Nature
ISBN 13 : 9819920582
Total Pages : 436 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Proceedings of the 4th International Conference on Data Science, Machine Learning and Applications by : Amit Kumar

Download or read book Proceedings of the 4th International Conference on Data Science, Machine Learning and Applications written by Amit Kumar and published by Springer Nature. This book was released on 2023-09-16 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes peer reviewed articles from the 4th International Conference on Data Science, Machine Learning and Applications, 2022, held at the Hyderabad Institute of Technology & Management on 26-27th December, India. ICDSMLA is one of the most prestigious conferences conceptualized in the field of Data Science & Machine Learning offering in-depth information on the latest developments in Artificial Intelligence, Machine Learning, Soft Computing, Human Computer Interaction, and various data science & machine learning applications. It provides a platform for academicians, scientists, researchers and professionals around the world to showcase broad range of perspectives, practices, and technical expertise in these fields. It offers participants the opportunity to stay informed about the latest developments in data science and machine learning.

Surface Electromyography

Author : Roberto Merletti
Publisher : John Wiley & Sons
ISBN 13 : 1118987020
Total Pages : 592 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Surface Electromyography by : Roberto Merletti

Download or read book Surface Electromyography written by Roberto Merletti and published by John Wiley & Sons. This book was released on 2016-05-02 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reflects on developments in noninvasive electromyography, and includes advances and applications in signal detection, processing and interpretation Addresses EMG imaging technology together with the issue of decomposition of surface EMG Includes advanced single and multi-channel techniques for information extraction from surface EMG signals Presents the analysis and information extraction of surface EMG at various scales, from motor units to the concept of muscle synergies.

Multifractal Characterization of Electromyogram Signals

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Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (654 download)

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Book Synopsis Multifractal Characterization of Electromyogram Signals by :

Download or read book Multifractal Characterization of Electromyogram Signals written by and published by . This book was released on 1901 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: In this thesis, we present an approach to the characterization and feature extraction of the electromyogram (EMG) signals. This approach is based upon the chaotic behaviour of the EMG signals and the existence of the corresponding strange attractors with low embedding dimensions. The multifractal dimensions of the strange attractors underlying this chaotic behaviour provide alternative features for analyzing the EMG signals. The multifractal dimensions describe how the entropy of these strange attractors changes as the hypervolume scales used for calculating the entropy vary. There are several considerations associated with the reconstruction of the strange attractors and the calculation of the multifractal dimensions from a single variable time series. We discuss how the length and the sampling rate of the time series effect the convergence of the multifractal dimensions. We also discuss the effect of high noise levels in increasing the minimum embedding dimension required for the reconstruction of the strange attractors. The EMG signals under study have been obtained from the anterior, posterior, and middle portions of the deltoid and upper trapezius during isometric contractions, using surface electrodes. The multifractal dimensions of these EMG signals are between 0.5 to 1.5. The experimental results show that the positive moment orders of the multifractal dimensions of the EMG signals can be used for discriminating among three functions of deltoid, i.e. abduction, extension, and flexion. The multifractal dimensions of the EMG of the muscle as a prime mover, are 0.3 larger on average, comparing to the muscle as synergist.

Real-time Feature Extraction and Classification of Prehensile EMG Signals

Author : Christopher John Miller
Publisher :
ISBN 13 :
Total Pages : 334 pages
Book Rating : 4.:/5 (231 download)

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Book Synopsis Real-time Feature Extraction and Classification of Prehensile EMG Signals by : Christopher John Miller

Download or read book Real-time Feature Extraction and Classification of Prehensile EMG Signals written by Christopher John Miller and published by . This book was released on 2008 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Electromyography Signal Analysis and Characterization

Author : Sazzad Hussain
Publisher : LAP Lambert Academic Publishing
ISBN 13 : 9783848412501
Total Pages : 132 pages
Book Rating : 4.4/5 (125 download)

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Book Synopsis Electromyography Signal Analysis and Characterization by : Sazzad Hussain

Download or read book Electromyography Signal Analysis and Characterization written by Sazzad Hussain and published by LAP Lambert Academic Publishing. This book was released on 2012-02 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: Electromyography (EMG) signal gives an electrical representation of neuromuscular activation associated with contracting muscle provides information about the performance of muscles and nerves. EMG signal acquires noise while traveling through different tissues. With the appropriate choice of the Wavelet Function (WF), it is possible to remove interference noise. Higher Order Statistics (HOS) can suppress white Gaussian noise in detection, parameter estimation and solve classification problems. Based on the RMS error, it is noticed that WF db2 can perform denoising most effectively among the other WFs (db6, db8, dmey). Power spectrum analysis is performed to the denoised EMG where mean power frequency is calculated to indicate changes in muscle contraction. Gaussianity and linearity tests are conducted to understand changes in muscle contraction. According to the results, increase in muscle contraction provides significant increase in EMG mean power frequency. The study also verifies that the power spectrum of EMG shows a shift to lower frequencies during fatigue. The bispectrum analysis shows that the signal becomes less Gaussian and more linear with increasing muscle force.

Wavelet Analysis of Surface EMG Signals from Three Superficial Quadriceps Muscles Under Varying Levels of Contraction Intensity and Velocity

Download Wavelet Analysis of Surface EMG Signals from Three Superficial Quadriceps Muscles Under Varying Levels of Contraction Intensity and Velocity PDF Online Free

Author :
Publisher :
ISBN 13 :
Total Pages : 282 pages
Book Rating : 4.:/5 (911 download)

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Book Synopsis Wavelet Analysis of Surface EMG Signals from Three Superficial Quadriceps Muscles Under Varying Levels of Contraction Intensity and Velocity by :

Download or read book Wavelet Analysis of Surface EMG Signals from Three Superficial Quadriceps Muscles Under Varying Levels of Contraction Intensity and Velocity written by and published by . This book was released on 2014 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Applications, Challenges, and Advancements in Electromyography Signal Processing

Author : Naik, Ganesh R.
Publisher : IGI Global
ISBN 13 : 1466660910
Total Pages : 424 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Applications, Challenges, and Advancements in Electromyography Signal Processing by : Naik, Ganesh R.

Download or read book Applications, Challenges, and Advancements in Electromyography Signal Processing written by Naik, Ganesh R. and published by IGI Global. This book was released on 2014-05-31 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides an updated overview of signal processing applications and recent developments in EMG from a number of diverse aspects and various applications in clinical and experimental research"--Provided by publisher.

Single Fibre Electromyography

Author : Erik Stålberg
Publisher :
ISBN 13 :
Total Pages : 264 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Single Fibre Electromyography by : Erik Stålberg

Download or read book Single Fibre Electromyography written by Erik Stålberg and published by . This book was released on 1979 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advanced Biosignal Processing

Author : Amine Nait-Ali
Publisher : Springer Science & Business Media
ISBN 13 : 354089506X
Total Pages : 384 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Advanced Biosignal Processing by : Amine Nait-Ali

Download or read book Advanced Biosignal Processing written by Amine Nait-Ali and published by Springer Science & Business Media. This book was released on 2009-04-21 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Generally speaking, Biosignals refer to signals recorded from the human body. They can be either electrical (e. g. Electrocardiogram (ECG), Electroencephalogram (EEG), Electromyogram (EMG), etc. ) or non-electrical (e. g. breathing, movements, etc. ). The acquisition and processing of such signals play an important role in clinical routines. They are usually considered as major indicators which provide clinicians and physicians with useful information during diagnostic and monitoring processes. In some applications, the purpose is not necessarily medical. It may also be industrial. For instance, a real-time EEG system analysis can be used to control and analyze the vigilance of a car driver. In this case, the purpose of such a system basically consists of preventing crash risks. Furthermore, in certain other appli- tions,asetof biosignals (e. g. ECG,respiratorysignal,EEG,etc. ) can be used toc- trol or analyze human emotions. This is the case of the famous polygraph system, also known as the “lie detector”, the ef ciency of which remains open to debate! Thus when one is dealing with biosignals, special attention must be given to their acquisition, their analysis and their processing capabilities which constitute the nal stage preceding the clinical diagnosis. Naturally, the diagnosis is based on the information provided by the processing system.

Mathematical Principles of Fuzzy Logic

Author : Vilém Novák
Publisher : Springer Science & Business Media
ISBN 13 : 1461552176
Total Pages : 327 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Mathematical Principles of Fuzzy Logic by : Vilém Novák

Download or read book Mathematical Principles of Fuzzy Logic written by Vilém Novák and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematical Principles of Fuzzy Logic provides a systematic study of the formal theory of fuzzy logic. The book is based on logical formalism demonstrating that fuzzy logic is a well-developed logical theory. It includes the theory of functional systems in fuzzy logic, providing an explanation of what can be represented, and how, by formulas of fuzzy logic calculi. It also presents a more general interpretation of fuzzy logic within the environment of other proper categories of fuzzy sets stemming either from the topos theory, or even generalizing the latter. This book presents fuzzy logic as the mathematical theory of vagueness as well as the theory of commonsense human reasoning, based on the use of natural language, the distinguishing feature of which is the vagueness of its semantics.

Electrodiagnosis in New Frontiers of Clinical Research

Author : Dr.Hande Turker
Publisher : BoD – Books on Demand
ISBN 13 : 9535111183
Total Pages : 326 pages
Book Rating : 4.5/5 (351 download)

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Book Synopsis Electrodiagnosis in New Frontiers of Clinical Research by : Dr.Hande Turker

Download or read book Electrodiagnosis in New Frontiers of Clinical Research written by Dr.Hande Turker and published by BoD – Books on Demand. This book was released on 2013-05-22 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Utilization of electrodiagnosis; namely electromyography (EMG), nerve conduction studies, late responses, repetitive nerve stimulation techniques, quantitative EMG and evoked potentials, has long been discussed in many text books as basic principles. However the usage of electroneuromyography is rather new in some aspects when compared with tasks of daily practise. This book, we believe, will cover and enlighten those aspects where electrodiagnosis has begun to play important roles nowadays.

Artificial Intelligence

Author :
Publisher : BoD – Books on Demand
ISBN 13 : 1789840171
Total Pages : 142 pages
Book Rating : 4.7/5 (898 download)

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Book Synopsis Artificial Intelligence by :

Download or read book Artificial Intelligence written by and published by BoD – Books on Demand. This book was released on 2019-07-31 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is taking on an increasingly important role in our society today. In the early days, machines fulfilled only manual activities. Nowadays, these machines extend their capabilities to cognitive tasks as well. And now AI is poised to make a huge contribution to medical and biological applications. From medical equipment to diagnosing and predicting disease to image and video processing, among others, AI has proven to be an area with great potential. The ability of AI to make informed decisions, learn and perceive the environment, and predict certain behavior, among its many other skills, makes this application of paramount importance in today's world. This book discusses and examines AI applications in medicine and biology as well as challenges and opportunities in this fascinating area.